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dSPACE based adaptive neuro-fuzzy controller of grid interactive inverter

机译:基于dSPACE的电网交互式逆变器自适应神经模糊控制器

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摘要

In this study, design, simulation and implementation of a dSPACE based grid interactive voltage source inverter are proposed. This inverter has adaptive neuro-fuzzy controller and capable of importing electrical energy, generated from renewable energy sources such as the wind, the solar and the fuel cells to the grid. A line frequency transformer and a LCL filter are used at the output of the grid interactive inverter which is designed as current controlled to decrease the susceptibility to phase errors. Membership functions and rule base of the fuzzy logic controller, which control the inverter output current, are determined by using artificial neural networks. Both simulation and experimental results show that, the grid interactive inverter operates synchronously with the grid. The inverter output current which is imported to the grid is in sinusoidal waveform and the harmonic level of it meets the international standards (4.3 < 5.0%). In addition, simulation and experimental results of the neuro-fuzzy and the PI controlled inverter are given together and compared in detail. Simulation and experimental results show that the proposed inverter has faster response to the reference variations and lower steady state error than PI controller.
机译:在这项研究中,提出了基于dSPACE的电网交互式电压源逆变器的设计,仿真和实现。该逆变器具有自适应神经模糊控制器,能够将由风,太阳能和燃料电池等可再生能源产生的电能导入电网。电网互感器逆变器的输出端使用了一个线路频率互感器和一个LCL滤波器,该逆变器设计为电流控制的,以降低对相位误差的敏感性。通过人工神经网络确定控制逆变器输出电流的模糊逻辑控制器的隶属函数和规则库。仿真和实验结果均表明,电网交互式逆变器与电网同步运行。输入到电网的逆变器输出电流为正弦波形,其谐波水平符合国际标准(4.3 <5.0%)。此外,还给出了神经模糊和PI控制的逆变器的仿真和实验结果,并进行了详细比较。仿真和实验结果表明,与PI控制器相比,所提出的逆变器对参考变量的响应更快,稳态误差更低。

著录项

  • 来源
    《Energy Conversion & Management》 |2012年第2012期|p.130-139|共10页
  • 作者

    Necmi Altin; Ibrahim Sefa;

  • 作者单位

    Gazi University, Faculty of Technical Education. Department of Electric, 06500 Besevler, Ankara, Turkey;

    Cazi University, Faculty of Technology, Department of Electrical and Electronics Engineering, 06500 Besevler, Ankara, Turkey;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    grid interactive inverter; current control; neuro-fuzzy controller;

    机译:电网交互式逆变器;电流控制神经模糊控制器;

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